Question

In: Statistics and Probability

Prepare a report using the numerical methods of descriptive statistics presented in the lecture to learn...

Prepare a report using the numerical methods of descriptive statistics presented in the lecture to learn how each of the variables contributes to the success of a motion picture. Make sure to include the following two items in your report.

a) Descriptive statistics for each of the four variables along with an explanation ofwhat the descriptive statistics tell us about the motion picture industry.

b) What motion pictures, if any, should be considered high-performance outliers?Explain.

Your report must include an introduction that summarizes the problem and a conclusion that addresses your findings and what you have determined from the data and your analysis.

Motion Picture Opening Gross Sales ($millions) Total Gross Sales ($millions) Number of Theaters Weeks in Release
Harry Potter and the Deathly Hallows Part 2 169.19 381.01 4,375 19
Transformers: Dark of the Moon 97.85 352.39 4,088 15
The Twilight Saga: Breaking Dawn Part 1 138.12 281.29 4,066 14
The Hangover Part II 85.95 254.46 3,675 16
Pirates of the Caribbean: On Stranger Tides 90.15 241.07 4,164 19
Fast Five 86.2 209.84 3,793 15
Mission: Impossible - Ghost Protocol 12.79 208.55 3,555 13
Cars 2 66.14 191.45 4,115 25
Sherlock Holmes: A Game of Shadows 39.64 186.59 3,703 13
Thor 65.72 181.03 3,963 16
Rise of the Planet of the Apes 54.81 176.76 3,691 19
Captain America: The First Avenger 65.06 176.65 3,715 16
The Help 26.04 169.71 3,014 30
Bridesmaids 26.25 169.11 2,958 20
Kung Fu Panda 2 47.66 165.25 3,952 18
Puss in Boots 34.08 149.26 3,963 18
X-Men: First Class 55.1 146.41 3,692 17
Rio 39.23 143.62 3,842 21
The Smurfs 35.61 142.61 3,427 20
Alvin and the Chipmunks: Chipwrecked 23.24 131.37 3,734 13
Super 8 35.45 127 3,424 16
Rango 38.08 123.48 3,923 18
Horrible Bosses 28.3 117.54 3,134 16
Green Lantern 53.17 116.6 3,816 15
Hop 37.54 108.09 3,616 11
Paranormal Activity 3 52.57 104.03 3,329 11
Just Go With It 30.51 103.03 3,548 14
The Girl with the Dragon Tattoo (2011) 12.77 102.36 2,950 12
Bad Teacher 31.6 100.29 3,049 16
Cowboys & Aliens 36.43 100.24 3,754 14
Gnomeo and Juliet 25.36 99.97 3,037 19
The Green Hornet 33.53 98.78 3,584 14
The Lion King (in 3D) 30.15 94.24 2,340 17
The Muppets 29.24 88.57 3,440 16
Real Steel 27.32 85.47 3,440 19
Crazy, Stupid, Love. 19.1 84.35 3,020 17
Battle: Los Angeles 35.57 83.55 3,417 12
Immortals 32.21 83.5 3,120 15
The Descendants 1.19 81.7 2,038 17
Zookeeper 20.07 80.36 3,482 16
War Horse 7.52 79.38 2,856 12
Limitless 18.91 79.25 2,838 16
Tower Heist 24.03 78.05 3,870 13
The Adventures of Tintin 9.72 77.48 3,087 12
Contagion 22.4 75.66 3,222 14
Moneyball 19.5 75.61 3,018 19
We Bought a Zoo 9.36 74.77 3,170 19
Jack and Jill 25 74.16 3,438 15
Justin Bieber: Never Say Never 29.51 73.01 3,118 13
Hugo 11.36 72.51 2,608 16
Dolphin Tale 19.15 72.29 3,515 18
No Strings Attached 19.65 70.66 3,050 11
Mr. Popper's Penguins 18.45 68.22 3,342 18
Happy Feet Two 21.24 64.01 3,611 16
Unknown 21.86 63.69 3,043 12
The Adjustment Bureau 21.16 62.5 2,847 12
Water for Elephants 16.84 58.71 2,820 16
The Lincoln Lawyer 13.21 58.01 2,707 18
Midnight in Paris 0.6 56.81 1,038 43
Friends with Benefits 18.62 55.8 2,926 9
I Am Number Four 19.45 55.1 3,156 15
Source Code 14.81 54.71 2,971 15
New Year's Eve 13.02 54.54 3,505 11
Insidious 13.27 54.01 2,419 23
Tyler Perry's Madea's Big Happy Family 25.07 53.35 2,288 13
Diary of a Wimpy Kid: Rodrick Rules 23.75 52.7 3,169 16
Footloose (2011) 15.56 51.8 3,555 13
The Dilemma 17.82 48.48 2,943 7
Arthur Christmas 12.07 46.46 3,376 7
Hall Pass 13.54 45.06 2,950 11
Soul Surfer 10.6 43.85 2,240 15
Final Destination 5 18.03 42.59 3,155 9
The Artist 0.2 41.36 1,756 16
The Ides of March 10.47 40.96 2,199 14
Hanna 12.37 40.26 2,545 13
Something Borrowed 13.95 39.05 2,904 12
Spy Kids: All the Time in the World 11.64 38.54 3,305 17
Scream 4 18.69 38.18 3,314 11
Big Mommas: Like Father, Like Son 16.3 37.92 2,821 14
Red Riding Hood 14.01 37.66 3,030 11
In Time 12.05 37.52 3,127 14
Paul 13.04 37.41 2,806 9
J. Edgar 11.22 37.31 1,985 15
The Roommate 15 37.3 2,534 7
Jumping the Broom 15.22 37.3 2,035 8
The Change-Up 13.53 37.08 2,913 8
30 Minutes or Less 13.33 37.05 2,888 7
Colombiana 10.41 36.67 2,614 10
Sucker Punch 19.06 36.39 3,033 9
Larry Crowne 13.1 35.61 2,976 7
A Very Harold & Kumar 3D Christmas 12.95 35.06 2,875 10
Drive (2011) 11.34 35.06 2,904 21
50/50 8.64 35.01 2,479 13
Courageous 9.11 34.52 1,214 17
The Rite 14.79 33.05 2,985 10
Arthur (2011) 12.22 33.04 3,276 9
Extremely Loud & Incredibly Close 0.07 31.76 2,630 12
The Debt 9.91 31.18 1,874 9
The Sitter 9.85 30.44 2,752 10
Priest 14.95 29.14 2,864 6

Solutions

Expert Solution

A) Descriptive Statistics for a variable are Mean, Std Deviation, Std Error, Min, Max, Range, Median, Mode.

n = no. of values

Mean= Average of all vales=

Std Devn =

Std Error =

Minimum = Lowst value in the sample

Max = Biggest value

Range = Max - Min

Median is the value which divides the dataset into two equal parts when arranged in ascending order.

Mode is the most recurring value in the dataset.

We find these value for each Variable

Opening Sales
N 100
Mean 27.5142
Std Devn 26.382005
Std Error 2.6382005
Min 0.07
Max 169.19
Range 169.12
Median 19.08
Mode #N/A
Total sales
N 100
Mean 90.4664
Std Devn 67.78318
Std Error 6.778318
Min 29.14
Max 381.01
Range 351.87
Median 72.4
Mode 37.3
no. of theatres
N 100
Mean 3115.35
Std Devn 608.4689
Std Error 60.84689
Min 1038
Max 4375
Range 3337
Median 3102.5
Mode 3555
weeks in release
N 100
Mean 14.56
Std Devn 5.022589
Std Error 0.502259
Min 6
Max 43
Range 37
Median 14
Mode 16

From this we can say that for motion pictures the average opening sales is 27 million dollars, but there is a lot of discrepancies in sales for motion pictures indicated by the high std devn of 26 million dollars. While some have had opening sales as big as 170 million other has opening 0.07 millions. This means consistency is lacking in opening sales for motion picture industry. The same is reflected in total sales for movies. The Std devn for total sales is very close to the average indicating lack of consistency in sales. While no movie has recieved less than 1000 theatres for release many of them have averaged close to 3115 theatres having a modal value of 3555 and close to 15 weeks in theatre for most movies.

B) To find outliers we need to find,

th observation in the ordered data set.

, the inter quartile range

, any value lower than this would be outlier

, any value higher than this will be outlier.

For Opening Sales

Q1 13.0025
Q3 31.7525
IQR 18.75
Lower Limit -15.1225
Upper Limit 59.8775
No. of Outliers 9

For Total Sales

Q1 39.9575
Q3 105.045
IQR 65.0875
Lower Limit -57.6738
Upper Limit 202.6763
No. of Outliers 7

For No. of theatres

Q1 2853.75
Q3 3555
IQR 701.25
Lower Limit 1801.875
Upper Limit 4606.875
No. of Outliers 3

For weeks in release

Q1 11.75
Q3 17
IQR 5.25
Lower Limit 3.875
Upper Limit 24.875
No. of Outliers 3

Thus we can say that Opening sales in most affected by outliers.


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